Language (Technology) is Power: A Critical Survey of "Bias" in NLP

28 May 2020

Papers citing "Language (Technology) is Power: A Critical Survey of "Bias" in NLP"

50 / 203 papers shown

Title
Zero-Shot Learners for Natural Language Understanding via a Unified Multiple Choice Perspective Ping Yang Junjie Wang Ruyi Gan Xinyu Zhu Lin Zhang Ziwei Wu Xinyu Gao Jiaxing Zhang Tetsuya Sakai BDL 14 25 0 16 Oct 2022
The User-Aware Arabic Gender Rewriter Bashar Alhafni Ossama Obeid Nizar Habash 21 2 0 14 Oct 2022
COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation Nan Wang Qifan Wang Yi-Chia Wang Maziar Sanjabi Jingzhou Liu Hamed Firooz Hongning Wang Shaoliang Nie 28 6 0 14 Oct 2022
SODAPOP: Open-Ended Discovery of Social Biases in Social Commonsense Reasoning Models Haozhe An Zongxia Li Jieyu Zhao Rachel Rudinger 16 25 0 13 Oct 2022
Back to the Future: On Potential Histories in NLP Zeerak Talat Anne Lauscher AI4TS 30 4 0 12 Oct 2022
Social-Group-Agnostic Word Embedding Debiasing via the Stereotype Content Model Ali Omrani Brendan Kennedy M. Atari Morteza Dehghani 24 1 0 11 Oct 2022
Sociotechnical Harms of Algorithmic Systems: Scoping a Taxonomy for Harm Reduction Renee Shelby Shalaleh Rismani Kathryn Henne AJung Moon Negar Rostamzadeh ... N'Mah Yilla-Akbari Jess Gallegos A. Smart Emilio Garcia Gurleen Virk 34 188 0 11 Oct 2022
The Lifecycle of "Facts": A Survey of Social Bias in Knowledge Graphs Angelie Kraft Ricardo Usbeck KELM 20 9 0 07 Oct 2022
A Human Rights-Based Approach to Responsible AI Vinodkumar Prabhakaran Margaret Mitchell Timnit Gebru Iason Gabriel 41 36 0 06 Oct 2022
Improving alignment of dialogue agents via targeted human judgements Amelia Glaese Nat McAleese Maja Trkebacz John Aslanides Vlad Firoiu ... John F. J. Mellor Demis Hassabis Koray Kavukcuoglu Lisa Anne Hendricks G. Irving ALM AAML 227 500 0 28 Sep 2022
A Review of Challenges in Machine Learning based Automated Hate Speech Detection Abhishek Velankar H. Patil Raviraj Joshi 32 8 0 12 Sep 2022
Lost in Translation: Reimagining the Machine Learning Life Cycle in Education Lydia T. Liu Serena Wang Tolani A. Britton Rediet Abebe AI4Ed 19 1 0 08 Sep 2022
"Es geht um Respekt, nicht um Technologie": Erkenntnisse aus einem Interessensgruppen-übergreifenden Workshop zu genderfairer Sprache und Sprachtechnologie Sabrina Burtscher Katta Spiel Lukas Daniel Klausner Manuel Lardelli Dagmar Gromann 13 7 0 06 Sep 2022
Debiasing Word Embeddings with Nonlinear Geometry Lu Cheng Nayoung Kim Huan Liu 16 5 0 29 Aug 2022
Using Large Language Models to Simulate Multiple Humans and Replicate Human Subject Studies Gati Aher RosaI. Arriaga Adam Tauman Kalai 45 343 0 18 Aug 2022
Visual Comparison of Language Model Adaptation R. Sevastjanova E. Cakmak Shauli Ravfogel Ryan Cotterell Mennatallah El-Assady VLM 41 16 0 17 Aug 2022
Towards No.1 in CLUE Semantic Matching Challenge: Pre-trained Language Model Erlangshen with Propensity-Corrected Loss Junjie Wang Yuxiang Zhang Ping Yang Ruyi Gan 11 2 0 05 Aug 2022
AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model Saleh Soltan Shankar Ananthakrishnan Jack G. M. FitzGerald Rahul Gupta Wael Hamza ... Mukund Sridhar Fabian Triefenbach Apurv Verma Gökhan Tür Premkumar Natarajan 46 82 0 02 Aug 2022
On the Limitations of Sociodemographic Adaptation with Transformers Chia-Chien Hung Anne Lauscher Dirk Hovy Simone Paolo Ponzetto Goran Glavavs 19 0 0 01 Aug 2022
A Hazard Analysis Framework for Code Synthesis Large Language Models Heidy Khlaaf Pamela Mishkin Joshua Achiam Gretchen Krueger Miles Brundage ELM 17 28 0 25 Jul 2022
BERTIN: Efficient Pre-Training of a Spanish Language Model using Perplexity Sampling Javier de la Rosa E. G. Ponferrada Paulo Villegas Pablo González de Prado Salas Manu Romero María Grandury 30 95 0 14 Jul 2022
A methodology to characterize bias and harmful stereotypes in natural language processing in Latin America Laura Alonso Alemany Luciana Benotti Hernán Maina Lucía González Mariela Rajngewerc ... Guido Ivetta Alexia Halvorsen Amanda Rojo M. Bordone Beatriz Busaniche 24 3 0 14 Jul 2022
FairDistillation: Mitigating Stereotyping in Language Models Pieter Delobelle Bettina Berendt 20 8 0 10 Jul 2022
Towards WinoQueer: Developing a Benchmark for Anti-Queer Bias in Large Language Models Virginia K. Felkner Ho-Chun Herbert Chang Eugene Jang Jonathan May OSLM 21 8 0 23 Jun 2022
Characteristics of Harmful Text: Towards Rigorous Benchmarking of Language Models Maribeth Rauh John F. J. Mellor J. Uesato Po-Sen Huang Johannes Welbl ... Amelia Glaese G. Irving Iason Gabriel William S. Isaac Lisa Anne Hendricks 25 49 0 16 Jun 2022
Detecting Harmful Online Conversational Content towards LGBTQIA+ Individuals Jamell Dacon Harry Shomer Shaylynn Crum-Dacon Jiliang Tang 17 8 0 15 Jun 2022
Resolving the Human Subjects Status of Machine Learning's Crowdworkers Divyansh Kaushik Zachary Chase Lipton A. London 25 2 0 08 Jun 2022
Challenges in Applying Explainability Methods to Improve the Fairness of NLP Models Esma Balkir S. Kiritchenko I. Nejadgholi Kathleen C. Fraser 21 36 0 08 Jun 2022
On Reinforcement Learning and Distribution Matching for Fine-Tuning Language Models with no Catastrophic Forgetting Tomasz Korbak Hady ElSahar Germán Kruszewski Marc Dymetman CLL 15 49 0 01 Jun 2022
Conditional Supervised Contrastive Learning for Fair Text Classification Jianfeng Chi Will Shand Yaodong Yu Kai-Wei Chang Han Zhao Yuan Tian FaML 46 14 0 23 May 2022
KOLD: Korean Offensive Language Dataset Young-kuk Jeong Juhyun Oh Jaimeen Ahn Jongwon Lee Jihyung Mon Sungjoon Park Alice H. Oh 40 25 0 23 May 2022
"I'm sorry to hear that": Finding New Biases in Language Models with a Holistic Descriptor Dataset Eric Michael Smith Melissa Hall Melanie Kambadur Eleonora Presani Adina Williams 65 129 0 18 May 2022
Deconstructing NLG Evaluation: Evaluation Practices, Assumptions, and Their Implications Kaitlyn Zhou Su Lin Blodgett Adam Trischler Hal Daumé Kaheer Suleman Alexandra Olteanu ELM 94 26 0 13 May 2022
Mitigating Gender Stereotypes in Hindi and Marathi Neeraja Kirtane Tanvi Anand 18 8 0 12 May 2022
Counterfactually Augmented Data and Unintended Bias: The Case of Sexism and Hate Speech Detection Indira Sen Mattia Samory Claudia Wagner Isabelle Augenstein 24 16 0 09 May 2022
Learning Disentangled Textual Representations via Statistical Measures of Similarity Pierre Colombo Guillaume Staerman Nathan Noiry Pablo Piantanida FaML DRL 38 21 0 07 May 2022
Rethinking Fairness: An Interdisciplinary Survey of Critiques of Hegemonic ML Fairness Approaches Lindsay Weinberg FaML SyDa 24 58 0 06 May 2022
Handling and Presenting Harmful Text in NLP Research Hannah Rose Kirk Abeba Birhane Bertie Vidgen Leon Derczynski 13 47 0 29 Apr 2022
Justice in Misinformation Detection Systems: An Analysis of Algorithms, Stakeholders, and Potential Harms Terrence Neumann Maria De-Arteaga S. Fazelpour 25 22 0 28 Apr 2022
How Gender Debiasing Affects Internal Model Representations, and Why It Matters Hadas Orgad Seraphina Goldfarb-Tarrant Yonatan Belinkov 18 18 0 14 Apr 2022
Easy Adaptation to Mitigate Gender Bias in Multilingual Text Classification Xiaolei Huang FaML 13 8 0 12 Apr 2022
A Well-Composed Text is Half Done! Composition Sampling for Diverse Conditional Generation Shashi Narayan Gonccalo Simoes Yao-Min Zhao Joshua Maynez Dipanjan Das Michael Collins Mirella Lapata 26 30 0 28 Mar 2022
Challenges and Strategies in Cross-Cultural NLP Daniel Hershcovich Stella Frank Heather Lent Miryam de Lhoneux Mostafa Abdou ... Ruixiang Cui Constanza Fierro Katerina Margatina Phillip Rust Anders Søgaard 41 162 0 18 Mar 2022
Speciesist Language and Nonhuman Animal Bias in English Masked Language Models Masashi Takeshita Rafal Rzepka K. Araki 24 6 0 10 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 311 11,915 0 04 Mar 2022
Language technology practitioners as language managers: arbitrating data bias and predictive bias in ASR Nina Markl S. McNulty 22 9 0 25 Feb 2022
Handling Bias in Toxic Speech Detection: A Survey Tanmay Garg Sarah Masud Tharun Suresh Tanmoy Chakraborty 9 89 0 26 Jan 2022
Whose Language Counts as High Quality? Measuring Language Ideologies in Text Data Selection Suchin Gururangan Dallas Card Sarah K. Drier E. K. Gade Leroy Z. Wang Zeyu Wang Luke Zettlemoyer Noah A. Smith 172 73 0 25 Jan 2022
Causal effect of racial bias in data and machine learning algorithms on user persuasiveness & discriminatory decision making: An Empirical Study Kinshuk Sengupta Praveen Ranjan Srivastava 28 6 0 22 Jan 2022
A Survey on Gender Bias in Natural Language Processing Karolina Stañczak Isabelle Augenstein 28 109 0 28 Dec 2021